Papers by Prabhu Kaliamoorthi
PRADO: Projection Attention Networks for Document Classification On-Device (D19-1)
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| Challenge: | Recent advances in deep learning have improved the performance of on-device neural networks for long text classification. |
| Approach: | They propose a projection attention neural network PRADO that combines trainable projections with attention and convolutions to train tiny neural networks that achieve high performance on multiple long document classification tasks. |
| Outcome: | The proposed model achieves high performance on multiple long document classification tasks while maintaining compact size. |